Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 4302 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 318.7 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 17 |
| Boolean | 3 |
EmployeeCount has constant value "1.0" | Constant |
Over18 has constant value "True" | Constant |
StandardHours has constant value "80.0" | Constant |
MonthlyIncome is highly overall correlated with TotalWorkingYears and 1 other fields | High correlation |
PercentSalaryHike is highly overall correlated with PerformanceRating | High correlation |
TotalWorkingYears is highly overall correlated with MonthlyIncome | High correlation |
YearsAtCompany is highly overall correlated with YearsInCurrentRole and 1 other fields | High correlation |
YearsInCurrentRole is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany and 1 other fields | High correlation |
Department is highly overall correlated with EducationField and 1 other fields | High correlation |
EducationField is highly overall correlated with Department | High correlation |
JobLevel is highly overall correlated with MonthlyIncome and 1 other fields | High correlation |
JobRole is highly overall correlated with Department and 1 other fields | High correlation |
MaritalStatus is highly overall correlated with StockOptionLevel | High correlation |
PerformanceRating is highly overall correlated with PercentSalaryHike | High correlation |
StockOptionLevel is highly overall correlated with MaritalStatus | High correlation |
EmployeeNumber has unique values | Unique |
NumCompaniesWorked has 569 (13.2%) zeros | Zeros |
TrainingTimesLastYear has 161 (3.7%) zeros | Zeros |
YearsAtCompany has 126 (2.9%) zeros | Zeros |
YearsInCurrentRole has 646 (15.0%) zeros | Zeros |
YearsSinceLastPromotion has 1580 (36.7%) zeros | Zeros |
YearsWithCurrManager has 716 (16.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-15 16:08:30.989881 |
|---|---|
| Analysis finished | 2023-07-15 16:09:58.937950 |
| Duration | 1 minute and 27.95 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
EmployeeNumber
Real number (ℝ)
| Distinct | 4302 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4809.2431 |
| Minimum | 1 |
|---|---|
| Maximum | 7979 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 333.05 |
| Q1 | 1680.25 |
| median | 5828.5 |
| Q3 | 6903.75 |
| 95-th percentile | 7763.95 |
| Maximum | 7979 |
| Range | 7978 |
| Interquartile range (IQR) | 5223.5 |
Descriptive statistics
| Standard deviation | 2643.0402 |
|---|---|
| Coefficient of variation (CV) | 0.54957508 |
| Kurtosis | -1.2047691 |
| Mean | 4809.2431 |
| Median Absolute Deviation (MAD) | 1323 |
| Skewness | -0.653578 |
| Sum | 20689364 |
| Variance | 6985661.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 104 | 1 | < 0.1% |
| 6551 | 1 | < 0.1% |
| 6537 | 1 | < 0.1% |
| 6538 | 1 | < 0.1% |
| 6539 | 1 | < 0.1% |
| 6540 | 1 | < 0.1% |
| 6541 | 1 | < 0.1% |
| 6542 | 1 | < 0.1% |
| 6543 | 1 | < 0.1% |
| 6544 | 1 | < 0.1% |
| Other values (4292) | 4292 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 18 | 1 |
| Value | Count | Frequency (%) |
| 7979 | 1 | |
| 7978 | 1 | |
| 7977 | 1 | |
| 7976 | 1 | |
| 7975 | 1 | |
| 7974 | 1 | |
| 7973 | 1 | |
| 7972 | 1 | |
| 7971 | 1 | |
| 7970 | 1 |
Age
Real number (ℝ)
| Distinct | 179 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 429.1232 |
| Minimum | 18 |
|---|---|
| Maximum | 9890 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 31 |
| median | 36 |
| Q3 | 45 |
| 95-th percentile | 3627.9 |
| Maximum | 9890 |
| Range | 9872 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 1591.1534 |
|---|---|
| Coefficient of variation (CV) | 3.7079175 |
| Kurtosis | 18.193393 |
| Mean | 429.1232 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.3194914 |
| Sum | 1846088 |
| Variance | 2531769.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 218 | 5.1% |
| 35 | 212 | 4.9% |
| 29 | 190 | 4.4% |
| 36 | 185 | 4.3% |
| 31 | 182 | 4.2% |
| 38 | 171 | 4.0% |
| 40 | 164 | 3.8% |
| 33 | 161 | 3.7% |
| 32 | 161 | 3.7% |
| 30 | 159 | 3.7% |
| Other values (169) | 2499 |
| Value | Count | Frequency (%) |
| 18 | 19 | 0.4% |
| 19 | 23 | 0.5% |
| 20 | 32 | 0.7% |
| 21 | 42 | 1.0% |
| 22 | 53 | 1.2% |
| 23 | 37 | 0.9% |
| 24 | 69 | |
| 25 | 73 | |
| 26 | 106 | |
| 27 | 135 |
| Value | Count | Frequency (%) |
| 9890 | 2 | |
| 9866 | 3 | |
| 9661 | 3 | |
| 9612 | 3 | |
| 9581 | 3 | |
| 9531 | 3 | |
| 9529 | 2 | |
| 9384 | 2 | |
| 9330 | 3 | |
| 9243 | 2 |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.448396 |
| Min length | 10 |
Characters and Unicode
| Total characters | 57855 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Rarely |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 3041 | |
| Travel_Frequently | 816 | 19.0% |
| Non-Travel | 445 | 10.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 3041 | |
| travel_frequently | 816 | 19.0% |
| non-travel | 445 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8975 | |
| r | 8159 | |
| l | 8159 | |
| a | 7343 | |
| T | 4302 | |
| v | 4302 | |
| y | 3857 | |
| _ | 3857 | |
| R | 3041 | 5.3% |
| n | 1261 | 2.2% |
| Other values (7) | 4599 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 44949 | |
| Uppercase Letter | 8604 | 14.9% |
| Connector Punctuation | 3857 | 6.7% |
| Dash Punctuation | 445 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8975 | |
| r | 8159 | |
| l | 8159 | |
| a | 7343 | |
| v | 4302 | |
| y | 3857 | |
| n | 1261 | 2.8% |
| q | 816 | 1.8% |
| u | 816 | 1.8% |
| t | 816 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 4302 | |
| R | 3041 | |
| F | 816 | 9.5% |
| N | 445 | 5.2% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3857 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 445 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 53553 | |
| Common | 4302 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8975 | |
| r | 8159 | |
| l | 8159 | |
| a | 7343 | |
| T | 4302 | |
| v | 4302 | |
| y | 3857 | |
| R | 3041 | 5.7% |
| n | 1261 | 2.4% |
| F | 816 | 1.5% |
| Other values (5) | 3338 | 6.2% |
Common
| Value | Count | Frequency (%) |
| _ | 3857 | |
| - | 445 | 10.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 57855 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8975 | |
| r | 8159 | |
| l | 8159 | |
| a | 7343 | |
| T | 4302 | |
| v | 4302 | |
| y | 3857 | |
| _ | 3857 | |
| R | 3041 | 5.3% |
| n | 1261 | 2.2% |
| Other values (7) | 4599 |
DailyRate
Real number (ℝ)
| Distinct | 886 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 800.84379 |
| Minimum | 102 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 167.05 |
| Q1 | 457 |
| median | 804 |
| Q3 | 1162 |
| 95-th percentile | 1427 |
| Maximum | 1499 |
| Range | 1397 |
| Interquartile range (IQR) | 705 |
Descriptive statistics
| Standard deviation | 405.65576 |
|---|---|
| Coefficient of variation (CV) | 0.50653544 |
| Kurtosis | -1.228175 |
| Mean | 800.84379 |
| Median Absolute Deviation (MAD) | 354 |
| Skewness | -0.00064347544 |
| Sum | 3445230 |
| Variance | 164556.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 691 | 16 | 0.4% |
| 1146 | 16 | 0.4% |
| 530 | 16 | 0.4% |
| 1329 | 16 | 0.4% |
| 329 | 16 | 0.4% |
| 430 | 15 | 0.3% |
| 1283 | 15 | 0.3% |
| 1082 | 15 | 0.3% |
| 350 | 14 | 0.3% |
| 1490 | 13 | 0.3% |
| Other values (876) | 4150 |
| Value | Count | Frequency (%) |
| 102 | 2 | < 0.1% |
| 103 | 4 | |
| 104 | 3 | |
| 105 | 2 | < 0.1% |
| 106 | 2 | < 0.1% |
| 107 | 2 | < 0.1% |
| 109 | 4 | |
| 111 | 7 | |
| 115 | 3 | |
| 116 | 7 |
| Value | Count | Frequency (%) |
| 1499 | 2 | < 0.1% |
| 1498 | 3 | 0.1% |
| 1496 | 6 | |
| 1495 | 10 | |
| 1492 | 3 | 0.1% |
| 1490 | 13 | |
| 1488 | 3 | 0.1% |
| 1485 | 9 | |
| 1482 | 3 | 0.1% |
| 1480 | 7 |
Department
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 182 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.546955 |
| Min length | 5 |
Characters and Unicode
| Total characters | 71185 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Research & Development |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 2815 | |
| Sales | 1305 | |
| Human Resources | 182 | 4.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 2815 | |
| 2815 | ||
| development | 2815 | |
| sales | 1305 | |
| human | 182 | 1.8% |
| resources | 182 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 15744 | |
| 5812 | 8.2% | |
| s | 4484 | 6.3% |
| a | 4302 | 6.0% |
| l | 4120 | 5.8% |
| R | 2997 | 4.2% |
| r | 2997 | 4.2% |
| c | 2997 | 4.2% |
| n | 2997 | 4.2% |
| m | 2997 | 4.2% |
| Other values (10) | 21738 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 55259 | |
| Uppercase Letter | 7299 | 10.3% |
| Space Separator | 5812 | 8.2% |
| Other Punctuation | 2815 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 15744 | |
| s | 4484 | 8.1% |
| a | 4302 | 7.8% |
| l | 4120 | 7.5% |
| r | 2997 | 5.4% |
| c | 2997 | 5.4% |
| n | 2997 | 5.4% |
| m | 2997 | 5.4% |
| o | 2997 | 5.4% |
| p | 2815 | 5.1% |
| Other values (4) | 8809 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 2997 | |
| D | 2815 | |
| S | 1305 | |
| H | 182 | 2.5% |
Space Separator
| Value | Count | Frequency (%) |
| 5812 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 2815 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62558 | |
| Common | 8627 | 12.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 15744 | |
| s | 4484 | 7.2% |
| a | 4302 | 6.9% |
| l | 4120 | 6.6% |
| R | 2997 | 4.8% |
| r | 2997 | 4.8% |
| c | 2997 | 4.8% |
| n | 2997 | 4.8% |
| m | 2997 | 4.8% |
| o | 2997 | 4.8% |
| Other values (8) | 15926 |
Common
| Value | Count | Frequency (%) |
| 5812 | ||
| & | 2815 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 71185 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 15744 | |
| 5812 | 8.2% | |
| s | 4484 | 6.3% |
| a | 4302 | 6.0% |
| l | 4120 | 5.8% |
| R | 2997 | 4.2% |
| r | 2997 | 4.2% |
| c | 2997 | 4.2% |
| n | 2997 | 4.2% |
| m | 2997 | 4.2% |
| Other values (10) | 21738 |
DistanceFromHome
Real number (ℝ)
| Distinct | 158 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34478.313 |
| Minimum | 1 |
|---|---|
| Maximum | 999590 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 17 |
| 95-th percentile | 273998.2 |
| Maximum | 999590 |
| Range | 999589 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 147682.32 |
|---|---|
| Coefficient of variation (CV) | 4.2833393 |
| Kurtosis | 21.861552 |
| Mean | 34478.313 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 4.6759471 |
| Sum | 1.483257 × 108 |
| Variance | 2.1810066 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 589 | 13.7% |
| 1 | 568 | 13.2% |
| 10 | 239 | 5.6% |
| 3 | 227 | 5.3% |
| 7 | 225 | 5.2% |
| 9 | 224 | 5.2% |
| 8 | 220 | 5.1% |
| 5 | 175 | 4.1% |
| 4 | 163 | 3.8% |
| 6 | 155 | 3.6% |
| Other values (148) | 1517 |
| Value | Count | Frequency (%) |
| 1 | 568 | |
| 2 | 589 | |
| 3 | 227 | 5.3% |
| 4 | 163 | 3.8% |
| 5 | 175 | 4.1% |
| 6 | 155 | 3.6% |
| 7 | 225 | 5.2% |
| 8 | 220 | 5.1% |
| 9 | 224 | 5.2% |
| 10 | 239 |
| Value | Count | Frequency (%) |
| 999590 | 3 | |
| 997422 | 2 | |
| 993161 | 3 | |
| 992947 | 2 | |
| 975446 | 3 | |
| 971787 | 2 | |
| 968203 | 2 | |
| 963929 | 1 | < 0.1% |
| 946786 | 3 | |
| 934448 | 3 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 | |
| 5.0 | 141 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1674 | |
| 4.0 | 1155 | |
| 2.0 | 826 | |
| 1.0 | 506 | 11.8% |
| 5.0 | 141 | 3.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 1674 | |
| 4.0 | 1155 | |
| 2.0 | 826 | |
| 1.0 | 506 | 11.8% |
| 5.0 | 141 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1674 | 13.0% |
| 4 | 1155 | 8.9% |
| 2 | 826 | 6.4% |
| 1 | 506 | 3.9% |
| 5 | 141 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 3 | 1674 | 19.5% |
| 4 | 1155 | 13.4% |
| 2 | 826 | 9.6% |
| 1 | 506 | 5.9% |
| 5 | 141 | 1.6% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1674 | 13.0% |
| 4 | 1155 | 8.9% |
| 2 | 826 | 6.4% |
| 1 | 506 | 3.9% |
| 5 | 141 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1674 | 13.0% |
| 4 | 1155 | 8.9% |
| 2 | 826 | 6.4% |
| 1 | 506 | 3.9% |
| 5 | 141 | 1.1% |
EducationField
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.542306 |
| Min length | 5 |
Characters and Unicode
| Total characters | 45353 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Medical |
| 3rd row | Other |
| 4th row | Life Sciences |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 1768 | |
| Medical | 1344 | |
| Marketing | 472 | 11.0% |
| Technical Degree | 393 | 9.1% |
| Other | 245 | 5.7% |
| Human Resources | 80 | 1.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 1768 | |
| sciences | 1768 | |
| medical | 1344 | |
| marketing | 472 | 7.2% |
| technical | 393 | 6.0% |
| degree | 393 | 6.0% |
| other | 245 | 3.7% |
| human | 80 | 1.2% |
| resources | 80 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9097 | |
| c | 5746 | |
| i | 5745 | |
| n | 2713 | 6.0% |
| a | 2289 | 5.0% |
| 2241 | 4.9% | |
| s | 1928 | 4.3% |
| M | 1816 | 4.0% |
| L | 1768 | 3.9% |
| f | 1768 | 3.9% |
| Other values (16) | 10242 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 36569 | |
| Uppercase Letter | 6543 | 14.4% |
| Space Separator | 2241 | 4.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9097 | |
| c | 5746 | |
| i | 5745 | |
| n | 2713 | 7.4% |
| a | 2289 | 6.3% |
| s | 1928 | 5.3% |
| f | 1768 | 4.8% |
| l | 1737 | 4.7% |
| d | 1344 | 3.7% |
| r | 1190 | 3.3% |
| Other values (7) | 3012 | 8.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1816 | |
| L | 1768 | |
| S | 1768 | |
| T | 393 | 6.0% |
| D | 393 | 6.0% |
| O | 245 | 3.7% |
| H | 80 | 1.2% |
| R | 80 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 2241 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43112 | |
| Common | 2241 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9097 | |
| c | 5746 | |
| i | 5745 | |
| n | 2713 | 6.3% |
| a | 2289 | 5.3% |
| s | 1928 | 4.5% |
| M | 1816 | 4.2% |
| L | 1768 | 4.1% |
| f | 1768 | 4.1% |
| S | 1768 | 4.1% |
| Other values (15) | 8474 |
Common
| Value | Count | Frequency (%) |
| 2241 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45353 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9097 | |
| c | 5746 | |
| i | 5745 | |
| n | 2713 | 6.0% |
| a | 2289 | 5.0% |
| 2241 | 4.9% | |
| s | 1928 | 4.3% |
| M | 1816 | 4.0% |
| L | 1768 | 3.9% |
| f | 1768 | 3.9% |
| Other values (16) | 10242 |
EmployeeCount
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 4302 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 4302 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4302 | |
| . | 4302 | |
| 0 | 4302 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4302 | |
| 0 | 4302 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4302 | |
| . | 4302 | |
| 0 | 4302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4302 | |
| . | 4302 | |
| 0 | 4302 |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 3.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1358 | |
| 4.0 | 1290 | |
| 1.0 | 842 | |
| 2.0 | 812 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 1358 | |
| 4.0 | 1290 | |
| 1.0 | 842 | |
| 2.0 | 812 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1358 | 10.5% |
| 4 | 1290 | 10.0% |
| 1 | 842 | 6.5% |
| 2 | 812 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 3 | 1358 | 15.8% |
| 4 | 1290 | 15.0% |
| 1 | 842 | 9.8% |
| 2 | 812 | 9.4% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1358 | 10.5% |
| 4 | 1290 | 10.0% |
| 1 | 842 | 6.5% |
| 2 | 812 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1358 | 10.5% |
| 4 | 1290 | 10.0% |
| 1 | 842 | 6.5% |
| 2 | 812 | 6.3% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.7935844 |
| Min length | 4 |
Characters and Unicode
| Total characters | 20622 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 2595 | |
| Female | 1707 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2595 | |
| female | 1707 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6009 | |
| a | 4302 | |
| l | 4302 | |
| M | 2595 | |
| F | 1707 | 8.3% |
| m | 1707 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16320 | |
| Uppercase Letter | 4302 | 20.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6009 | |
| a | 4302 | |
| l | 4302 | |
| m | 1707 | 10.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2595 | |
| F | 1707 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20622 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6009 | |
| a | 4302 | |
| l | 4302 | |
| M | 2595 | |
| F | 1707 | 8.3% |
| m | 1707 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20622 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6009 | |
| a | 4302 | |
| l | 4302 | |
| M | 2595 | |
| F | 1707 | 8.3% |
| m | 1707 | 8.3% |
HourlyRate
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.036495 |
| Minimum | 30 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 48 |
| median | 66 |
| Q3 | 84 |
| 95-th percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.298352 |
|---|---|
| Coefficient of variation (CV) | 0.30738082 |
| Kurtosis | -1.1906122 |
| Mean | 66.036495 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.029402922 |
| Sum | 284089 |
| Variance | 412.02308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98 | 86 | 2.0% |
| 66 | 83 | 1.9% |
| 48 | 82 | 1.9% |
| 57 | 81 | 1.9% |
| 79 | 81 | 1.9% |
| 52 | 81 | 1.9% |
| 96 | 79 | 1.8% |
| 84 | 79 | 1.8% |
| 56 | 79 | 1.8% |
| 54 | 77 | 1.8% |
| Other values (61) | 3494 |
| Value | Count | Frequency (%) |
| 30 | 55 | |
| 31 | 43 | |
| 32 | 70 | |
| 33 | 54 | |
| 34 | 33 | |
| 35 | 43 | |
| 36 | 55 | |
| 37 | 50 | |
| 38 | 39 | |
| 39 | 52 |
| Value | Count | Frequency (%) |
| 100 | 59 | |
| 99 | 58 | |
| 98 | 86 | |
| 97 | 62 | |
| 96 | 79 | |
| 95 | 70 | |
| 94 | 69 | |
| 93 | 48 | |
| 92 | 74 | |
| 91 | 49 |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 234 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 2540 | |
| 2.0 | 1086 | |
| 4.0 | 442 | 10.3% |
| 1.0 | 234 | 5.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 2540 | |
| 2.0 | 1086 | |
| 4.0 | 442 | 10.3% |
| 1.0 | 234 | 5.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 2540 | |
| 2 | 1086 | 8.4% |
| 4 | 442 | 3.4% |
| 1 | 234 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 3 | 2540 | |
| 2 | 1086 | 12.6% |
| 4 | 442 | 5.1% |
| 1 | 234 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 2540 | |
| 2 | 1086 | 8.4% |
| 4 | 442 | 3.4% |
| 1 | 234 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 2540 | |
| 2 | 1086 | 8.4% |
| 4 | 442 | 3.4% |
| 1 | 234 | 1.8% |
JobLevel
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 3.0 | |
| 4.0 | |
| 5.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1616 | |
| 2.0 | 1548 | |
| 3.0 | 631 | 14.7% |
| 4.0 | 314 | 7.3% |
| 5.0 | 193 | 4.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1616 | |
| 2.0 | 1548 | |
| 3.0 | 631 | 14.7% |
| 4.0 | 314 | 7.3% |
| 5.0 | 193 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 1 | 1616 | 12.5% |
| 2 | 1548 | 12.0% |
| 3 | 631 | 4.9% |
| 4 | 314 | 2.4% |
| 5 | 193 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 1 | 1616 | 18.8% |
| 2 | 1548 | 18.0% |
| 3 | 631 | 7.3% |
| 4 | 314 | 3.6% |
| 5 | 193 | 2.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 1 | 1616 | 12.5% |
| 2 | 1548 | 12.0% |
| 3 | 631 | 4.9% |
| 4 | 314 | 2.4% |
| 5 | 193 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 1 | 1616 | 12.5% |
| 2 | 1548 | 12.0% |
| 3 | 631 | 4.9% |
| 4 | 314 | 2.4% |
| 5 | 193 | 1.5% |
JobRole
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.099721 |
| Min length | 7 |
Characters and Unicode
| Total characters | 77865 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Laboratory Technician |
|---|---|
| 2nd row | Manufacturing Director |
| 3rd row | Research Scientist |
| 4th row | Research Scientist |
| 5th row | Laboratory Technician |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 950 | |
| Research Scientist | 883 | |
| Laboratory Technician | 755 | |
| Manufacturing Director | 417 | |
| Healthcare Representative | 384 | |
| Manager | 287 | 6.7% |
| Sales Representative | 247 | 5.7% |
| Research Director | 229 | 5.3% |
| Human Resources | 150 | 3.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 1197 | |
| research | 1112 | |
| executive | 950 | |
| scientist | 883 | |
| laboratory | 755 | |
| technician | 755 | |
| director | 646 | |
| representative | 631 | |
| manufacturing | 417 | 5.0% |
| healthcare | 384 | 4.6% |
| Other values (3) | 587 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11484 | |
| a | 7531 | 9.7% |
| t | 6180 | 7.9% |
| c | 6052 | 7.8% |
| i | 5920 | 7.6% |
| r | 5783 | 7.4% |
| n | 4295 | 5.5% |
| s | 4123 | 5.3% |
| 4015 | 5.2% | |
| o | 2306 | 3.0% |
| Other values (19) | 20176 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 65533 | |
| Uppercase Letter | 8317 | 10.7% |
| Space Separator | 4015 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11484 | |
| a | 7531 | |
| t | 6180 | |
| c | 6052 | |
| i | 5920 | |
| r | 5783 | |
| n | 4295 | 6.6% |
| s | 4123 | 6.3% |
| o | 2306 | 3.5% |
| h | 2251 | 3.4% |
| Other values (10) | 9608 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2080 | |
| R | 1893 | |
| E | 950 | |
| L | 755 | 9.1% |
| T | 755 | 9.1% |
| M | 704 | 8.5% |
| D | 646 | 7.8% |
| H | 534 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 4015 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 73850 | |
| Common | 4015 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11484 | |
| a | 7531 | |
| t | 6180 | 8.4% |
| c | 6052 | 8.2% |
| i | 5920 | 8.0% |
| r | 5783 | 7.8% |
| n | 4295 | 5.8% |
| s | 4123 | 5.6% |
| o | 2306 | 3.1% |
| h | 2251 | 3.0% |
| Other values (18) | 17925 |
Common
| Value | Count | Frequency (%) |
| 4015 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77865 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11484 | |
| a | 7531 | 9.7% |
| t | 6180 | 7.9% |
| c | 6052 | 7.8% |
| i | 5920 | 7.6% |
| r | 5783 | 7.4% |
| n | 4295 | 5.5% |
| s | 4123 | 5.3% |
| 4015 | 5.2% | |
| o | 2306 | 3.0% |
| Other values (19) | 20176 |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 1344 | |
| 3.0 | 1281 | |
| 1.0 | 859 | |
| 2.0 | 818 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 1344 | |
| 3.0 | 1281 | |
| 1.0 | 859 | |
| 2.0 | 818 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 4 | 1344 | 10.4% |
| 3 | 1281 | 9.9% |
| 1 | 859 | 6.7% |
| 2 | 818 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 4 | 1344 | 15.6% |
| 3 | 1281 | 14.9% |
| 1 | 859 | 10.0% |
| 2 | 818 | 9.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 4 | 1344 | 10.4% |
| 3 | 1281 | 9.9% |
| 1 | 859 | 6.7% |
| 2 | 818 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 4 | 1344 | 10.4% |
| 3 | 1281 | 9.9% |
| 1 | 859 | 6.7% |
| 2 | 818 | 6.3% |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8919107 |
| Min length | 6 |
Characters and Unicode
| Total characters | 29649 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Married |
| 4th row | Single |
| 5th row | Divorced |
Common Values
| Value | Count | Frequency (%) |
| Married | 2005 | |
| Single | 1381 | |
| Divorced | 916 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 2005 | |
| single | 1381 | |
| divorced | 916 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4926 | |
| i | 4302 | |
| e | 4302 | |
| d | 2921 | |
| M | 2005 | |
| a | 2005 | |
| S | 1381 | 4.7% |
| n | 1381 | 4.7% |
| g | 1381 | 4.7% |
| l | 1381 | 4.7% |
| Other values (4) | 3664 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25347 | |
| Uppercase Letter | 4302 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 4926 | |
| i | 4302 | |
| e | 4302 | |
| d | 2921 | |
| a | 2005 | |
| n | 1381 | 5.4% |
| g | 1381 | 5.4% |
| l | 1381 | 5.4% |
| v | 916 | 3.6% |
| o | 916 | 3.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2005 | |
| S | 1381 | |
| D | 916 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29649 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 4926 | |
| i | 4302 | |
| e | 4302 | |
| d | 2921 | |
| M | 2005 | |
| a | 2005 | |
| S | 1381 | 4.7% |
| n | 1381 | 4.7% |
| g | 1381 | 4.7% |
| l | 1381 | 4.7% |
| Other values (4) | 3664 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29649 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 4926 | |
| i | 4302 | |
| e | 4302 | |
| d | 2921 | |
| M | 2005 | |
| a | 2005 | |
| S | 1381 | 4.7% |
| n | 1381 | 4.7% |
| g | 1381 | 4.7% |
| l | 1381 | 4.7% |
| Other values (4) | 3664 |
MonthlyIncome
Real number (ℝ)
| Distinct | 1349 |
|---|---|
| Distinct (%) | 31.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6453.2669 |
| Minimum | 1009 |
|---|---|
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2096 |
| Q1 | 2897 |
| median | 4876 |
| Q3 | 8307.75 |
| 95-th percentile | 17603 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5410.75 |
Descriptive statistics
| Standard deviation | 4672.994 |
|---|---|
| Coefficient of variation (CV) | 0.72412842 |
| Kurtosis | 1.0506348 |
| Mean | 6453.2669 |
| Median Absolute Deviation (MAD) | 2159 |
| Skewness | 1.3804188 |
| Sum | 27761954 |
| Variance | 21836873 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2342 | 14 | 0.3% |
| 2380 | 12 | 0.3% |
| 2741 | 10 | 0.2% |
| 2404 | 10 | 0.2% |
| 2610 | 10 | 0.2% |
| 6347 | 9 | 0.2% |
| 2042 | 8 | 0.2% |
| 3452 | 8 | 0.2% |
| 2109 | 8 | 0.2% |
| 2973 | 8 | 0.2% |
| Other values (1339) | 4205 |
| Value | Count | Frequency (%) |
| 1009 | 3 | |
| 1051 | 2 | |
| 1052 | 2 | |
| 1081 | 4 | |
| 1091 | 4 | |
| 1102 | 2 | |
| 1118 | 4 | |
| 1129 | 4 | |
| 1200 | 2 | |
| 1223 | 3 |
| Value | Count | Frequency (%) |
| 19999 | 2 | |
| 19973 | 3 | |
| 19943 | 1 | < 0.1% |
| 19926 | 2 | |
| 19859 | 2 | |
| 19847 | 1 | < 0.1% |
| 19845 | 4 | |
| 19833 | 2 | |
| 19740 | 4 | |
| 19717 | 2 |
MonthlyRate
Real number (ℝ)
| Distinct | 1427 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14266.381 |
| Minimum | 2094 |
|---|---|
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3339 |
| Q1 | 7910.25 |
| median | 14174 |
| Q3 | 20471 |
| 95-th percentile | 25470 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12560.75 |
Descriptive statistics
| Standard deviation | 7154.5843 |
|---|---|
| Coefficient of variation (CV) | 0.50149958 |
| Kurtosis | -1.2271647 |
| Mean | 14266.381 |
| Median Absolute Deviation (MAD) | 6297 |
| Skewness | 0.02605563 |
| Sum | 61373973 |
| Variance | 51188076 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4223 | 11 | 0.3% |
| 10494 | 8 | 0.2% |
| 3339 | 8 | 0.2% |
| 9150 | 8 | 0.2% |
| 13008 | 8 | 0.2% |
| 7324 | 8 | 0.2% |
| 12355 | 8 | 0.2% |
| 23016 | 7 | 0.2% |
| 17001 | 7 | 0.2% |
| 12858 | 7 | 0.2% |
| Other values (1417) | 4222 |
| Value | Count | Frequency (%) |
| 2094 | 3 | |
| 2097 | 2 | < 0.1% |
| 2104 | 3 | |
| 2112 | 4 | |
| 2122 | 4 | |
| 2125 | 5 | |
| 2137 | 2 | < 0.1% |
| 2227 | 4 | |
| 2243 | 2 | < 0.1% |
| 2253 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 26999 | 3 | |
| 26997 | 2 | |
| 26968 | 2 | |
| 26959 | 4 | |
| 26956 | 2 | |
| 26933 | 2 | |
| 26914 | 4 | |
| 26897 | 4 | |
| 26894 | 3 | |
| 26862 | 2 |
NumCompaniesWorked
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6773594 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 569 |
| Zeros (%) | 13.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4906323 |
|---|---|
| Coefficient of variation (CV) | 0.930257 |
| Kurtosis | 0.044678362 |
| Mean | 2.6773594 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.044252 |
| Sum | 11518 |
| Variance | 6.2032492 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1545 | |
| 0 | 569 | 13.2% |
| 3 | 477 | 11.1% |
| 2 | 432 | 10.0% |
| 4 | 385 | 8.9% |
| 7 | 224 | 5.2% |
| 6 | 201 | 4.7% |
| 5 | 180 | 4.2% |
| 9 | 152 | 3.5% |
| 8 | 137 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 569 | 13.2% |
| 1 | 1545 | |
| 2 | 432 | 10.0% |
| 3 | 477 | 11.1% |
| 4 | 385 | 8.9% |
| 5 | 180 | 4.2% |
| 6 | 201 | 4.7% |
| 7 | 224 | 5.2% |
| 8 | 137 | 3.2% |
| 9 | 152 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 152 | 3.5% |
| 8 | 137 | 3.2% |
| 7 | 224 | 5.2% |
| 6 | 201 | 4.7% |
| 5 | 180 | 4.2% |
| 4 | 385 | 8.9% |
| 3 | 477 | 11.1% |
| 2 | 432 | 10.0% |
| 1 | 1545 | |
| 0 | 569 | 13.2% |
Over18
Boolean
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.8 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 4302 |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.8 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3089 | |
| True | 1213 | 28.2% |
PercentSalaryHike
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.16411 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6241119 |
|---|---|
| Coefficient of variation (CV) | 0.23899272 |
| Kurtosis | -0.24455928 |
| Mean | 15.16411 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.83539105 |
| Sum | 65236 |
| Variance | 13.134187 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 629 | |
| 13 | 611 | |
| 14 | 597 | |
| 12 | 566 | |
| 15 | 304 | |
| 18 | 254 | |
| 17 | 250 | 5.8% |
| 16 | 232 | 5.4% |
| 19 | 229 | 5.3% |
| 22 | 157 | 3.6% |
| Other values (5) | 473 |
| Value | Count | Frequency (%) |
| 11 | 629 | |
| 12 | 566 | |
| 13 | 611 | |
| 14 | 597 | |
| 15 | 304 | |
| 16 | 232 | 5.4% |
| 17 | 250 | 5.8% |
| 18 | 254 | |
| 19 | 229 | 5.3% |
| 20 | 147 | 3.4% |
| Value | Count | Frequency (%) |
| 25 | 52 | 1.2% |
| 24 | 53 | 1.2% |
| 23 | 86 | 2.0% |
| 22 | 157 | |
| 21 | 135 | |
| 20 | 147 | |
| 19 | 229 | |
| 18 | 254 | |
| 17 | 250 | |
| 16 | 232 |
PerformanceRating
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 3.0 | |
|---|---|
| 4.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 3672 | |
| 4.0 | 630 | 14.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 3672 | |
| 4.0 | 630 | 14.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 3672 | |
| 4 | 630 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 3 | 3672 | |
| 4 | 630 | 7.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 3672 | |
| 4 | 630 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 3672 | |
| 4 | 630 | 4.9% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 3.0 |
| 4th row | 4.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1331 | |
| 4.0 | 1290 | |
| 2.0 | 892 | |
| 1.0 | 789 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 1331 | |
| 4.0 | 1290 | |
| 2.0 | 892 | |
| 1.0 | 789 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1331 | 10.3% |
| 4 | 1290 | 10.0% |
| 2 | 892 | 6.9% |
| 1 | 789 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 3 | 1331 | 15.5% |
| 4 | 1290 | 15.0% |
| 2 | 892 | 10.4% |
| 1 | 789 | 9.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1331 | 10.3% |
| 4 | 1290 | 10.0% |
| 2 | 892 | 6.9% |
| 1 | 789 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 1331 | 10.3% |
| 4 | 1290 | 10.0% |
| 2 | 892 | 6.9% |
| 1 | 789 | 6.1% |
StandardHours
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 80.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 17208 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 80.0 |
|---|---|
| 2nd row | 80.0 |
| 3rd row | 80.0 |
| 4th row | 80.0 |
| 5th row | 80.0 |
Common Values
| Value | Count | Frequency (%) |
| 80.0 | 4302 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 80.0 | 4302 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8604 | |
| 8 | 4302 | |
| . | 4302 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 12906 | |
| Other Punctuation | 4302 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8604 | |
| 8 | 4302 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17208 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8604 | |
| 8 | 4302 | |
| . | 4302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17208 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8604 | |
| 8 | 4302 | |
| . | 4302 |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | |
| 3.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 1861 | |
| 1.0 | 1736 | |
| 2.0 | 462 | 10.7% |
| 3.0 | 243 | 5.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 1861 | |
| 1.0 | 1736 | |
| 2.0 | 462 | 10.7% |
| 3.0 | 243 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6163 | |
| . | 4302 | |
| 1 | 1736 | 13.5% |
| 2 | 462 | 3.6% |
| 3 | 243 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6163 | |
| 1 | 1736 | 20.2% |
| 2 | 462 | 5.4% |
| 3 | 243 | 2.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6163 | |
| . | 4302 | |
| 1 | 1736 | 13.5% |
| 2 | 462 | 3.6% |
| 3 | 243 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6163 | |
| . | 4302 | |
| 1 | 1736 | 13.5% |
| 2 | 462 | 3.6% |
| 3 | 243 | 1.9% |
TotalWorkingYears
Real number (ℝ)
| Distinct | 172 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 354.00465 |
| Minimum | 0 |
|---|---|
| Maximum | 9939 |
| Zeros | 29 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 17 |
| 95-th percentile | 2450 |
| Maximum | 9939 |
| Range | 9939 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 1508.0169 |
|---|---|
| Coefficient of variation (CV) | 4.2598787 |
| Kurtosis | 21.786282 |
| Mean | 354.00465 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 4.6986694 |
| Sum | 1522928 |
| Variance | 2274114.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 554 | 12.9% |
| 6 | 355 | 8.3% |
| 8 | 281 | 6.5% |
| 9 | 272 | 6.3% |
| 5 | 253 | 5.9% |
| 1 | 236 | 5.5% |
| 7 | 202 | 4.7% |
| 4 | 166 | 3.9% |
| 12 | 128 | 3.0% |
| 3 | 115 | 2.7% |
| Other values (162) | 1740 |
| Value | Count | Frequency (%) |
| 0 | 29 | 0.7% |
| 1 | 236 | |
| 2 | 95 | 2.2% |
| 3 | 115 | 2.7% |
| 4 | 166 | |
| 5 | 253 | |
| 6 | 355 | |
| 7 | 202 | |
| 8 | 281 | |
| 9 | 272 |
| Value | Count | Frequency (%) |
| 9939 | 1 | < 0.1% |
| 9905 | 3 | |
| 9815 | 3 | |
| 9794 | 2 | |
| 9781 | 3 | |
| 9714 | 2 | |
| 9670 | 2 | |
| 9626 | 3 | |
| 9606 | 3 | |
| 9536 | 1 | < 0.1% |
TrainingTimesLastYear
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8033473 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 161 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3025855 |
|---|---|
| Coefficient of variation (CV) | 0.46465365 |
| Kurtosis | 0.45737164 |
| Mean | 2.8033473 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.55760527 |
| Sum | 12060 |
| Variance | 1.6967291 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1597 | |
| 3 | 1429 | |
| 5 | 353 | 8.2% |
| 4 | 349 | 8.1% |
| 1 | 212 | 4.9% |
| 6 | 201 | 4.7% |
| 0 | 161 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 161 | 3.7% |
| 1 | 212 | 4.9% |
| 2 | 1597 | |
| 3 | 1429 | |
| 4 | 349 | 8.1% |
| 5 | 353 | 8.2% |
| 6 | 201 | 4.7% |
| Value | Count | Frequency (%) |
| 6 | 201 | 4.7% |
| 5 | 353 | 8.2% |
| 4 | 349 | 8.1% |
| 3 | 1429 | |
| 2 | 1597 | |
| 1 | 212 | 4.9% |
| 0 | 161 | 3.7% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 67.2 KiB |
| 3.0 | |
|---|---|
| 2.0 | |
| 4.0 | |
| 1.0 | 242 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12906 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 2.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 2631 | |
| 2.0 | 976 | 22.7% |
| 4.0 | 453 | 10.5% |
| 1.0 | 242 | 5.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 2631 | |
| 2.0 | 976 | 22.7% |
| 4.0 | 453 | 10.5% |
| 1.0 | 242 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 2631 | |
| 2 | 976 | 7.6% |
| 4 | 453 | 3.5% |
| 1 | 242 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8604 | |
| Other Punctuation | 4302 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 4302 | |
| 3 | 2631 | |
| 2 | 976 | 11.3% |
| 4 | 453 | 5.3% |
| 1 | 242 | 2.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12906 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 2631 | |
| 2 | 976 | 7.6% |
| 4 | 453 | 3.5% |
| 1 | 242 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4302 | |
| 0 | 4302 | |
| 3 | 2631 | |
| 2 | 976 | 7.6% |
| 4 | 453 | 3.5% |
| 1 | 242 | 1.9% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 166 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 312.85472 |
| Minimum | 0 |
|---|---|
| Maximum | 9984 |
| Zeros | 126 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 2203 |
| Maximum | 9984 |
| Range | 9984 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 1373.9995 |
|---|---|
| Coefficient of variation (CV) | 4.3918133 |
| Kurtosis | 25.074835 |
| Mean | 312.85472 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.967669 |
| Sum | 1345901 |
| Variance | 1887874.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 549 | |
| 1 | 484 | |
| 3 | 351 | 8.2% |
| 2 | 342 | 7.9% |
| 10 | 326 | 7.6% |
| 4 | 307 | 7.1% |
| 7 | 239 | 5.6% |
| 8 | 217 | 5.0% |
| 9 | 216 | 5.0% |
| 6 | 209 | 4.9% |
| Other values (156) | 1062 |
| Value | Count | Frequency (%) |
| 0 | 126 | 2.9% |
| 1 | 484 | |
| 2 | 342 | |
| 3 | 351 | |
| 4 | 307 | |
| 5 | 549 | |
| 6 | 209 | 4.9% |
| 7 | 239 | |
| 8 | 217 | 5.0% |
| 9 | 216 | 5.0% |
| Value | Count | Frequency (%) |
| 9984 | 1 | < 0.1% |
| 9767 | 3 | |
| 9681 | 2 | |
| 9676 | 1 | < 0.1% |
| 9577 | 3 | |
| 9508 | 2 | |
| 9505 | 2 | |
| 9481 | 1 | < 0.1% |
| 9445 | 3 | |
| 9352 | 2 |
YearsInCurrentRole
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 164 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 367.10948 |
| Minimum | 0 |
|---|---|
| Maximum | 9937 |
| Zeros | 646 |
| Zeros (%) | 15.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 3364 |
| Maximum | 9937 |
| Range | 9937 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 1480.107 |
|---|---|
| Coefficient of variation (CV) | 4.0317864 |
| Kurtosis | 19.583032 |
| Mean | 367.10948 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.4321223 |
| Sum | 1579305 |
| Variance | 2190716.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1033 | |
| 0 | 646 | |
| 7 | 578 | |
| 3 | 377 | 8.8% |
| 4 | 291 | 6.8% |
| 8 | 259 | 6.0% |
| 9 | 193 | 4.5% |
| 1 | 164 | 3.8% |
| 6 | 100 | 2.3% |
| 5 | 82 | 1.9% |
| Other values (154) | 579 |
| Value | Count | Frequency (%) |
| 0 | 646 | |
| 1 | 164 | 3.8% |
| 2 | 1033 | |
| 3 | 377 | 8.8% |
| 4 | 291 | 6.8% |
| 5 | 82 | 1.9% |
| 6 | 100 | 2.3% |
| 7 | 578 | |
| 8 | 259 | 6.0% |
| 9 | 193 | 4.5% |
| Value | Count | Frequency (%) |
| 9937 | 1 | < 0.1% |
| 9822 | 1 | < 0.1% |
| 9596 | 3 | |
| 9551 | 5 | |
| 9459 | 3 | |
| 9454 | 2 | < 0.1% |
| 9420 | 3 | |
| 9395 | 1 | < 0.1% |
| 9217 | 1 | < 0.1% |
| 9193 | 2 | < 0.1% |
YearsSinceLastPromotion
Real number (ℝ)
| Distinct | 153 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 399.00093 |
| Minimum | 0 |
|---|---|
| Maximum | 9990 |
| Zeros | 1580 |
| Zeros (%) | 36.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 3977.1 |
| Maximum | 9990 |
| Range | 9990 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1597.9397 |
|---|---|
| Coefficient of variation (CV) | 4.004852 |
| Kurtosis | 17.320639 |
| Mean | 399.00093 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.2330032 |
| Sum | 1716502 |
| Variance | 2553411.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1580 | |
| 1 | 979 | |
| 2 | 445 | 10.3% |
| 7 | 196 | 4.6% |
| 4 | 167 | 3.9% |
| 3 | 150 | 3.5% |
| 5 | 125 | 2.9% |
| 6 | 87 | 2.0% |
| 11 | 63 | 1.5% |
| 9 | 44 | 1.0% |
| Other values (143) | 466 | 10.8% |
| Value | Count | Frequency (%) |
| 0 | 1580 | |
| 1 | 979 | |
| 2 | 445 | 10.3% |
| 3 | 150 | 3.5% |
| 4 | 167 | 3.9% |
| 5 | 125 | 2.9% |
| 6 | 87 | 2.0% |
| 7 | 196 | 4.6% |
| 8 | 38 | 0.9% |
| 9 | 44 | 1.0% |
| Value | Count | Frequency (%) |
| 9990 | 1 | < 0.1% |
| 9952 | 3 | |
| 9885 | 3 | |
| 9624 | 1 | < 0.1% |
| 9595 | 3 | |
| 9572 | 1 | < 0.1% |
| 9509 | 2 | |
| 9420 | 3 | |
| 9389 | 2 | |
| 9373 | 1 | < 0.1% |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 157 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 334.76755 |
| Minimum | 0 |
|---|---|
| Maximum | 9882 |
| Zeros | 716 |
| Zeros (%) | 16.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 67.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 2479 |
| Maximum | 9882 |
| Range | 9882 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 1431.9919 |
|---|---|
| Coefficient of variation (CV) | 4.2775708 |
| Kurtosis | 22.290503 |
| Mean | 334.76755 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.7163004 |
| Sum | 1440170 |
| Variance | 2050600.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 955 | |
| 0 | 716 | |
| 7 | 567 | |
| 3 | 401 | |
| 8 | 284 | 6.6% |
| 4 | 277 | 6.4% |
| 1 | 206 | 4.8% |
| 9 | 182 | 4.2% |
| 5 | 84 | 2.0% |
| 6 | 81 | 1.9% |
| Other values (147) | 549 |
| Value | Count | Frequency (%) |
| 0 | 716 | |
| 1 | 206 | 4.8% |
| 2 | 955 | |
| 3 | 401 | |
| 4 | 277 | 6.4% |
| 5 | 84 | 2.0% |
| 6 | 81 | 1.9% |
| 7 | 567 | |
| 8 | 284 | 6.6% |
| 9 | 182 | 4.2% |
| Value | Count | Frequency (%) |
| 9882 | 2 | |
| 9772 | 2 | |
| 9734 | 2 | |
| 9717 | 1 | < 0.1% |
| 9709 | 1 | < 0.1% |
| 9582 | 3 | |
| 9414 | 2 | |
| 9404 | 3 | |
| 9382 | 1 | < 0.1% |
| 9333 | 2 |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 37.8 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 2222 | |
| False | 2080 |
| EmployeeNumber | Age | DailyRate | DistanceFromHome | HourlyRate | MonthlyIncome | MonthlyRate | NumCompaniesWorked | PercentSalaryHike | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | BusinessTravel | Department | Education | EducationField | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | OverTime | PerformanceRating | RelationshipSatisfaction | StockOptionLevel | WorkLifeBalance | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EmployeeNumber | 1.000 | 0.068 | 0.009 | 0.087 | 0.023 | -0.016 | 0.006 | 0.007 | 0.013 | 0.031 | 0.015 | 0.042 | 0.053 | 0.057 | 0.048 | 0.010 | 0.029 | 0.000 | 0.018 | 0.040 | 0.000 | 0.019 | 0.035 | 0.028 | 0.045 | 0.032 | 0.000 | 0.027 | 0.033 | 0.026 | 0.015 | 0.473 |
| Age | 0.068 | 1.000 | 0.022 | -0.029 | 0.022 | 0.425 | -0.001 | 0.317 | 0.028 | 0.491 | -0.004 | 0.183 | 0.148 | 0.105 | 0.127 | 0.069 | 0.062 | 0.061 | 0.058 | 0.054 | 0.041 | 0.027 | 0.066 | 0.063 | 0.066 | 0.081 | 0.088 | 0.064 | 0.058 | 0.062 | 0.051 | 0.088 |
| DailyRate | 0.009 | 0.022 | 1.000 | -0.019 | 0.042 | 0.028 | -0.035 | 0.043 | 0.030 | 0.025 | -0.010 | 0.004 | 0.007 | 0.009 | -0.002 | 0.084 | 0.062 | 0.073 | 0.074 | 0.055 | 0.074 | 0.068 | 0.064 | 0.062 | 0.060 | 0.110 | 0.030 | 0.055 | 0.068 | 0.079 | 0.062 | 0.034 |
| DistanceFromHome | 0.087 | -0.029 | -0.019 | 1.000 | -0.016 | -0.022 | 0.026 | -0.021 | -0.009 | -0.018 | -0.036 | -0.001 | -0.010 | -0.016 | 0.008 | 0.067 | 0.088 | 0.053 | 0.067 | 0.049 | 0.061 | 0.067 | 0.045 | 0.064 | 0.055 | 0.003 | 0.052 | 0.069 | 0.063 | 0.056 | 0.042 | 0.073 |
| HourlyRate | 0.023 | 0.022 | 0.042 | -0.016 | 1.000 | -0.031 | -0.016 | -0.005 | -0.008 | -0.009 | 0.012 | -0.047 | -0.050 | -0.062 | -0.028 | 0.058 | 0.073 | 0.071 | 0.074 | 0.072 | 0.041 | 0.069 | 0.046 | 0.079 | 0.068 | 0.060 | 0.097 | 0.070 | 0.064 | 0.086 | 0.059 | 0.000 |
| MonthlyIncome | -0.016 | 0.425 | 0.028 | -0.022 | -0.031 | 1.000 | 0.061 | 0.189 | -0.035 | 0.629 | -0.050 | 0.429 | 0.332 | 0.226 | 0.329 | 0.082 | 0.195 | 0.111 | 0.106 | 0.052 | 0.083 | 0.080 | 0.866 | 0.424 | 0.055 | 0.099 | 0.079 | 0.057 | 0.082 | 0.089 | 0.039 | 0.000 |
| MonthlyRate | 0.006 | -0.001 | -0.035 | 0.026 | -0.016 | 0.061 | 1.000 | 0.024 | -0.008 | 0.017 | -0.034 | -0.013 | -0.013 | -0.027 | -0.030 | 0.031 | 0.030 | 0.076 | 0.061 | 0.067 | 0.068 | 0.063 | 0.069 | 0.044 | 0.087 | 0.049 | 0.052 | 0.065 | 0.095 | 0.051 | 0.082 | 0.000 |
| NumCompaniesWorked | 0.007 | 0.317 | 0.043 | -0.021 | -0.005 | 0.189 | 0.024 | 1.000 | 0.003 | 0.281 | -0.043 | -0.131 | -0.120 | -0.044 | -0.124 | 0.053 | 0.081 | 0.126 | 0.099 | 0.070 | 0.025 | 0.054 | 0.125 | 0.102 | 0.061 | 0.077 | 0.029 | 0.067 | 0.075 | 0.061 | 0.082 | 0.032 |
| PercentSalaryHike | 0.013 | 0.028 | 0.030 | -0.009 | -0.008 | -0.035 | -0.008 | 0.003 | 1.000 | -0.027 | -0.005 | -0.055 | -0.019 | -0.065 | -0.004 | 0.068 | 0.062 | 0.073 | 0.049 | 0.048 | 0.083 | 0.075 | 0.057 | 0.066 | 0.048 | 0.051 | 0.024 | 0.999 | 0.071 | 0.054 | 0.042 | 0.000 |
| TotalWorkingYears | 0.031 | 0.491 | 0.025 | -0.018 | -0.009 | 0.629 | 0.017 | 0.281 | -0.027 | 1.000 | -0.008 | 0.465 | 0.365 | 0.222 | 0.373 | 0.026 | 0.021 | 0.056 | 0.047 | 0.052 | 0.000 | 0.061 | 0.045 | 0.043 | 0.065 | 0.060 | 0.000 | 0.040 | 0.033 | 0.061 | 0.065 | 0.064 |
| TrainingTimesLastYear | 0.015 | -0.004 | -0.010 | -0.036 | 0.012 | -0.050 | -0.034 | -0.043 | -0.005 | -0.008 | 1.000 | -0.012 | -0.018 | -0.004 | -0.009 | 0.041 | 0.067 | 0.058 | 0.069 | 0.052 | 0.022 | 0.059 | 0.053 | 0.060 | 0.063 | 0.045 | 0.105 | 0.029 | 0.024 | 0.055 | 0.000 | 0.000 |
| YearsAtCompany | 0.042 | 0.183 | 0.004 | -0.001 | -0.047 | 0.429 | -0.013 | -0.131 | -0.055 | 0.465 | -0.012 | 1.000 | 0.608 | 0.395 | 0.650 | 0.063 | 0.066 | 0.057 | 0.057 | 0.051 | 0.000 | 0.028 | 0.058 | 0.057 | 0.023 | 0.027 | 0.051 | 0.009 | 0.042 | 0.057 | 0.073 | 0.073 |
| YearsInCurrentRole | 0.053 | 0.148 | 0.007 | -0.010 | -0.050 | 0.332 | -0.013 | -0.120 | -0.019 | 0.365 | -0.018 | 0.608 | 1.000 | 0.332 | 0.513 | 0.038 | 0.073 | 0.049 | 0.036 | 0.048 | 0.040 | 0.072 | 0.055 | 0.059 | 0.064 | 0.068 | 0.049 | 0.080 | 0.046 | 0.056 | 0.047 | 0.093 |
| YearsSinceLastPromotion | 0.057 | 0.105 | 0.009 | -0.016 | -0.062 | 0.226 | -0.027 | -0.044 | -0.065 | 0.222 | -0.004 | 0.395 | 0.332 | 1.000 | 0.330 | 0.043 | 0.054 | 0.052 | 0.051 | 0.052 | 0.041 | 0.090 | 0.030 | 0.055 | 0.071 | 0.037 | 0.051 | 0.038 | 0.074 | 0.047 | 0.071 | 0.084 |
| YearsWithCurrManager | 0.048 | 0.127 | -0.002 | 0.008 | -0.028 | 0.329 | -0.030 | -0.124 | -0.004 | 0.373 | -0.009 | 0.650 | 0.513 | 0.330 | 1.000 | 0.084 | 0.038 | 0.050 | 0.041 | 0.061 | 0.048 | 0.063 | 0.041 | 0.029 | 0.028 | 0.020 | 0.047 | 0.097 | 0.044 | 0.049 | 0.049 | 0.104 |
| BusinessTravel | 0.010 | 0.069 | 0.084 | 0.067 | 0.058 | 0.082 | 0.031 | 0.053 | 0.068 | 0.026 | 0.041 | 0.063 | 0.038 | 0.043 | 0.084 | 1.000 | 0.000 | 0.046 | 0.020 | 0.037 | 0.024 | 0.039 | 0.042 | 0.063 | 0.042 | 0.045 | 0.036 | 0.019 | 0.022 | 0.014 | 0.022 | 0.000 |
| Department | 0.029 | 0.062 | 0.062 | 0.088 | 0.073 | 0.195 | 0.030 | 0.081 | 0.062 | 0.021 | 0.067 | 0.066 | 0.073 | 0.054 | 0.038 | 0.000 | 1.000 | 0.000 | 0.596 | 0.044 | 0.023 | 0.044 | 0.214 | 0.939 | 0.043 | 0.038 | 0.000 | 0.010 | 0.048 | 0.038 | 0.050 | 0.012 |
| Education | 0.000 | 0.061 | 0.073 | 0.053 | 0.071 | 0.111 | 0.076 | 0.126 | 0.073 | 0.056 | 0.058 | 0.057 | 0.049 | 0.052 | 0.050 | 0.046 | 0.000 | 1.000 | 0.070 | 0.055 | 0.041 | 0.050 | 0.096 | 0.083 | 0.051 | 0.042 | 0.047 | 0.047 | 0.046 | 0.056 | 0.018 | 0.009 |
| EducationField | 0.018 | 0.058 | 0.074 | 0.067 | 0.074 | 0.106 | 0.061 | 0.099 | 0.049 | 0.047 | 0.069 | 0.057 | 0.036 | 0.051 | 0.041 | 0.020 | 0.596 | 0.070 | 1.000 | 0.057 | 0.021 | 0.053 | 0.111 | 0.340 | 0.062 | 0.042 | 0.028 | 0.019 | 0.065 | 0.060 | 0.061 | 0.000 |
| EnvironmentSatisfaction | 0.040 | 0.054 | 0.055 | 0.049 | 0.072 | 0.052 | 0.067 | 0.070 | 0.048 | 0.052 | 0.052 | 0.051 | 0.048 | 0.052 | 0.061 | 0.037 | 0.044 | 0.055 | 0.057 | 1.000 | 0.021 | 0.047 | 0.041 | 0.057 | 0.019 | 0.045 | 0.062 | 0.023 | 0.000 | 0.029 | 0.033 | 0.000 |
| Gender | 0.000 | 0.041 | 0.074 | 0.061 | 0.041 | 0.083 | 0.068 | 0.025 | 0.083 | 0.000 | 0.022 | 0.000 | 0.040 | 0.041 | 0.048 | 0.024 | 0.023 | 0.041 | 0.021 | 0.021 | 1.000 | 0.005 | 0.058 | 0.096 | 0.019 | 0.043 | 0.028 | 0.003 | 0.040 | 0.000 | 0.004 | 0.000 |
| JobInvolvement | 0.019 | 0.027 | 0.068 | 0.067 | 0.069 | 0.080 | 0.063 | 0.054 | 0.075 | 0.061 | 0.059 | 0.028 | 0.072 | 0.090 | 0.063 | 0.039 | 0.044 | 0.050 | 0.053 | 0.047 | 0.005 | 1.000 | 0.053 | 0.042 | 0.035 | 0.041 | 0.000 | 0.009 | 0.027 | 0.031 | 0.029 | 0.044 |
| JobLevel | 0.035 | 0.066 | 0.064 | 0.045 | 0.046 | 0.866 | 0.069 | 0.125 | 0.057 | 0.045 | 0.053 | 0.058 | 0.055 | 0.030 | 0.041 | 0.042 | 0.214 | 0.096 | 0.111 | 0.041 | 0.058 | 0.053 | 1.000 | 0.569 | 0.030 | 0.063 | 0.021 | 0.024 | 0.046 | 0.085 | 0.029 | 0.043 |
| JobRole | 0.028 | 0.063 | 0.062 | 0.064 | 0.079 | 0.424 | 0.044 | 0.102 | 0.066 | 0.043 | 0.060 | 0.057 | 0.059 | 0.055 | 0.029 | 0.063 | 0.939 | 0.083 | 0.340 | 0.057 | 0.096 | 0.042 | 0.569 | 1.000 | 0.041 | 0.086 | 0.043 | 0.054 | 0.071 | 0.072 | 0.061 | 0.033 |
| JobSatisfaction | 0.045 | 0.066 | 0.060 | 0.055 | 0.068 | 0.055 | 0.087 | 0.061 | 0.048 | 0.065 | 0.063 | 0.023 | 0.064 | 0.071 | 0.028 | 0.042 | 0.043 | 0.051 | 0.062 | 0.019 | 0.019 | 0.035 | 0.030 | 0.041 | 1.000 | 0.018 | 0.050 | 0.048 | 0.009 | 0.020 | 0.032 | 0.025 |
| MaritalStatus | 0.032 | 0.081 | 0.110 | 0.003 | 0.060 | 0.099 | 0.049 | 0.077 | 0.051 | 0.060 | 0.045 | 0.027 | 0.068 | 0.037 | 0.020 | 0.045 | 0.038 | 0.042 | 0.042 | 0.045 | 0.043 | 0.041 | 0.063 | 0.086 | 0.018 | 1.000 | 0.017 | 0.000 | 0.053 | 0.579 | 0.027 | 0.024 |
| OverTime | 0.000 | 0.088 | 0.030 | 0.052 | 0.097 | 0.079 | 0.052 | 0.029 | 0.024 | 0.000 | 0.105 | 0.051 | 0.049 | 0.051 | 0.047 | 0.036 | 0.000 | 0.047 | 0.028 | 0.062 | 0.028 | 0.000 | 0.021 | 0.043 | 0.050 | 0.017 | 1.000 | 0.000 | 0.053 | 0.049 | 0.027 | 0.071 |
| PerformanceRating | 0.027 | 0.064 | 0.055 | 0.069 | 0.070 | 0.057 | 0.065 | 0.067 | 0.999 | 0.040 | 0.029 | 0.009 | 0.080 | 0.038 | 0.097 | 0.019 | 0.010 | 0.047 | 0.019 | 0.023 | 0.003 | 0.009 | 0.024 | 0.054 | 0.048 | 0.000 | 0.000 | 1.000 | 0.000 | 0.033 | 0.021 | 0.000 |
| RelationshipSatisfaction | 0.033 | 0.058 | 0.068 | 0.063 | 0.064 | 0.082 | 0.095 | 0.075 | 0.071 | 0.033 | 0.024 | 0.042 | 0.046 | 0.074 | 0.044 | 0.022 | 0.048 | 0.046 | 0.065 | 0.000 | 0.040 | 0.027 | 0.046 | 0.071 | 0.009 | 0.053 | 0.053 | 0.000 | 1.000 | 0.049 | 0.033 | 0.000 |
| StockOptionLevel | 0.026 | 0.062 | 0.079 | 0.056 | 0.086 | 0.089 | 0.051 | 0.061 | 0.054 | 0.061 | 0.055 | 0.057 | 0.056 | 0.047 | 0.049 | 0.014 | 0.038 | 0.056 | 0.060 | 0.029 | 0.000 | 0.031 | 0.085 | 0.072 | 0.020 | 0.579 | 0.049 | 0.033 | 0.049 | 1.000 | 0.044 | 0.033 |
| WorkLifeBalance | 0.015 | 0.051 | 0.062 | 0.042 | 0.059 | 0.039 | 0.082 | 0.082 | 0.042 | 0.065 | 0.000 | 0.073 | 0.047 | 0.071 | 0.049 | 0.022 | 0.050 | 0.018 | 0.061 | 0.033 | 0.004 | 0.029 | 0.029 | 0.061 | 0.032 | 0.027 | 0.027 | 0.021 | 0.033 | 0.044 | 1.000 | 0.029 |
| Attrition | 0.473 | 0.088 | 0.034 | 0.073 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.064 | 0.000 | 0.073 | 0.093 | 0.084 | 0.104 | 0.000 | 0.012 | 0.009 | 0.000 | 0.000 | 0.000 | 0.044 | 0.043 | 0.033 | 0.025 | 0.024 | 0.071 | 0.000 | 0.000 | 0.033 | 0.029 | 1.000 |
| EmployeeNumber | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 104 | 30.0 | Travel_Rarely | 852.0 | Research & Development | 1.0 | 1.0 | Life Sciences | 1.0 | 4.0 | Male | 55.0 | 2.0 | 2.0 | Laboratory Technician | 4.0 | Married | 5126.0 | 15998.0 | 1.0 | Y | Yes | 12.0 | 3.0 | 3.0 | 80.0 | 2.0 | 10.0 | 1.0 | 2.0 | 10.0 | 8.0 | 3.0 | 0.0 | No |
| 1 | 1638 | 38.0 | Travel_Rarely | 397.0 | Research & Development | 2.0 | 2.0 | Medical | 1.0 | 4.0 | Female | 54.0 | 2.0 | 3.0 | Manufacturing Director | 3.0 | Married | 7756.0 | 14199.0 | 3.0 | Y | Yes | 19.0 | 3.0 | 4.0 | 80.0 | 1.0 | 10.0 | 6.0 | 4.0 | 5.0 | 4.0 | 0.0 | 2.0 | No |
| 2 | 164 | 26.0 | Travel_Rarely | 841.0 | Research & Development | 6.0 | 3.0 | Other | 1.0 | 3.0 | Female | 46.0 | 2.0 | 1.0 | Research Scientist | 2.0 | Married | 2368.0 | 23300.0 | 1.0 | Y | No | 19.0 | 3.0 | 3.0 | 80.0 | 0.0 | 5.0 | 3.0 | 2.0 | 5.0 | 4.0 | 4.0 | 3.0 | No |
| 3 | 395 | 28.0 | Travel_Rarely | 1117.0 | Research & Development | 8.0 | 2.0 | Life Sciences | 1.0 | 4.0 | Female | 66.0 | 3.0 | 1.0 | Research Scientist | 4.0 | Single | 3310.0 | 4488.0 | 1.0 | Y | No | 21.0 | 4.0 | 4.0 | 80.0 | 0.0 | 5.0 | 3.0 | 3.0 | 5.0 | 3.0 | 0.0 | 2.0 | No |
| 4 | 53 | 35.0 | Travel_Rarely | 464.0 | Research & Development | 4.0 | 2.0 | Other | 1.0 | 3.0 | Male | 75.0 | 3.0 | 1.0 | Laboratory Technician | 4.0 | Divorced | 1951.0 | 10910.0 | 1.0 | Y | No | 12.0 | 3.0 | 3.0 | 80.0 | 1.0 | 1.0 | 3.0 | 3.0 | 1.0 | 0.0 | 0.0 | 0.0 | No |
| 5 | 1467 | 34.0 | Travel_Rarely | 1107.0 | Human Resources | 9.0 | 4.0 | Technical Degree | 1.0 | 1.0 | Female | 52.0 | 3.0 | 1.0 | Human Resources | 3.0 | Married | 2742.0 | 3072.0 | 1.0 | Y | No | 15.0 | 3.0 | 4.0 | 80.0 | 0.0 | 2.0 | 0.0 | 3.0 | 2.0 | 2.0 | 2.0 | 2.0 | Yes |
| 6 | 727 | 32.0 | Travel_Rarely | 1018.0 | Research & Development | 3.0 | 2.0 | Life Sciences | 1.0 | 3.0 | Female | 39.0 | 3.0 | 3.0 | Research Director | 4.0 | Single | 11159.0 | 19373.0 | 3.0 | Y | No | 15.0 | 3.0 | 4.0 | 80.0 | 0.0 | 10.0 | 6.0 | 3.0 | 7.0 | 7.0 | 7.0 | 7.0 | No |
| 7 | 351 | 42.0 | Travel_Rarely | 269.0 | Research & Development | 2.0 | 3.0 | Medical | 1.0 | 4.0 | Female | 56.0 | 2.0 | 1.0 | Laboratory Technician | 1.0 | Divorced | 2593.0 | 8007.0 | 0.0 | Y | Yes | 11.0 | 3.0 | 3.0 | 80.0 | 1.0 | 10.0 | 4.0 | 3.0 | 9.0 | 6.0 | 7.0 | 8.0 | No |
| 8 | 555 | 34.0 | Travel_Frequently | 296.0 | Sales | 6.0 | 2.0 | Marketing | 1.0 | 4.0 | Female | 33.0 | 1.0 | 1.0 | Sales Representative | 3.0 | Divorced | 2351.0 | 12253.0 | 0.0 | Y | No | 16.0 | 3.0 | 4.0 | 80.0 | 1.0 | 3.0 | 3.0 | 2.0 | 2.0 | 2.0 | 1.0 | 0.0 | Yes |
| 9 | 253 | 40.0 | Travel_Rarely | 989.0 | Research & Development | 4.0 | 1.0 | Medical | 1.0 | 4.0 | Female | 46.0 | 3.0 | 5.0 | Manager | 3.0 | Married | 19033.0 | 6499.0 | 1.0 | Y | No | 14.0 | 3.0 | 2.0 | 80.0 | 1.0 | 21.0 | 2.0 | 3.0 | 20.0 | 8.0 | 9.0 | 9.0 | No |
| EmployeeNumber | Age | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | Attrition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4439 | 7970 | 41.0 | Travel_Rarely | 582.0 | Research & Development | 28.0 | 4.0 | Life Sciences | 1.0 | 1.0 | Female | 60.0 | 2.0 | 4.0 | Manufacturing Director | 2.0 | Married | 13570.0 | 5640.0 | 0.0 | Y | No | 23.0 | 4.0 | 3.0 | 80.0 | 1.0 | 21.0 | 3.0 | 3.0 | 20.0 | 3797.0 | 0.0 | 10.0 | Yes |
| 4440 | 7971 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 | Y | No | 13.0 | 3.0 | 2.0 | 80.0 | 1.0 | 1220.0 | 3.0 | 4.0 | 13.0 | 7.0 | 5.0 | 7.0 | Yes |
| 4441 | 7972 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 | Y | No | 13.0 | 3.0 | 2.0 | 80.0 | 1.0 | 1220.0 | 3.0 | 4.0 | 13.0 | 7.0 | 5.0 | 7.0 | Yes |
| 4442 | 7973 | 42.0 | Travel_Rarely | 1396.0 | Research & Development | 6.0 | 3.0 | Medical | 1.0 | 3.0 | Male | 83.0 | 3.0 | 3.0 | Research Director | 1.0 | Married | 13348.0 | 14842.0 | 9.0 | Y | No | 13.0 | 3.0 | 2.0 | 80.0 | 1.0 | 1220.0 | 3.0 | 4.0 | 13.0 | 7.0 | 5.0 | 7.0 | No |
| 4443 | 7974 | 8823.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 | Y | No | 11.0 | 3.0 | 4.0 | 80.0 | 1.0 | 10.0 | 2.0 | 3.0 | 10.0 | 7.0 | 0.0 | 5.0 | Yes |
| 4444 | 7975 | 8823.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 | Y | No | 11.0 | 3.0 | 4.0 | 80.0 | 1.0 | 10.0 | 2.0 | 3.0 | 10.0 | 7.0 | 0.0 | 5.0 | Yes |
| 4445 | 7976 | 8823.0 | Travel_Rarely | 621.0 | Research & Development | 15.0 | 3.0 | Medical | 1.0 | 1.0 | Female | 73.0 | 3.0 | 3.0 | Healthcare Representative | 4.0 | Married | 7978.0 | 14075.0 | 1.0 | Y | No | 11.0 | 3.0 | 4.0 | 80.0 | 1.0 | 10.0 | 2.0 | 3.0 | 10.0 | 7.0 | 0.0 | 5.0 | Yes |
| 4446 | 7977 | 44.0 | Non-Travel | 381.0 | Research & Development | 918785.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 | Y | No | 14.0 | 3.0 | 3.0 | 80.0 | 0.0 | 9.0 | 5.0 | 3.0 | 5.0 | 2.0 | 1.0 | 4.0 | Yes |
| 4447 | 7978 | 44.0 | Non-Travel | 381.0 | Research & Development | 918785.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 | Y | No | 14.0 | 3.0 | 3.0 | 80.0 | 0.0 | 9.0 | 5.0 | 3.0 | 5.0 | 2.0 | 1.0 | 4.0 | Yes |
| 4448 | 7979 | 44.0 | Non-Travel | 381.0 | Research & Development | 918785.0 | 3.0 | Medical | 1.0 | 1.0 | Male | 49.0 | 1.0 | 1.0 | Laboratory Technician | 3.0 | Single | 3708.0 | 2104.0 | 2.0 | Y | No | 14.0 | 3.0 | 3.0 | 80.0 | 0.0 | 9.0 | 5.0 | 3.0 | 5.0 | 2.0 | 1.0 | 4.0 | Yes |